Publications citing MIMIC-III Waveform Database v1.0

Heteroscedastic Temporal Variational Autoencoder For Irregularly Sampled Time Series.
Satya Narayan Shukla, Benjamin M. Marlin. arXiv (Cornell University), 2021. Cites: paper

Improving Early Sepsis Prediction with Multi Modal Learning
Fred Qin, Vivek Madan, Ujjwal Ratan et al. arXiv (Cornell University), 2021. Cites: paper

A Weakly-Supervised Named Entity Recognition Machine Learning Approach for Emergency Medical Services Clinical Audit
Han Wang, Wesley Lok Kin Yeung, Qin Xiang Ng et al. International Journal of Environmental Research and Public Health, 2021. Cites: paper

Efficient estimation in a partially specified nonignorable propensity score model
Mengyan Li, Yanyuan Ma B, Jiwei Zhao. Computational Statistics & Data Analysis, 2021. Cites: paper

A Review of Generative Adversarial Networks in Cancer Imaging: New Applications, New Solutions.
Richard O. Osuala, Kaisar Kushibar, Lidia Garrucho et al. Spiral (Imperial College London), 2021. Cites: paper

Diuretic strategies in patients with resistance to loop-diuretics in the intensive care unit: A retrospective study from the MIMIC-III database
Jean Côté, Josée Bouchard, Patrick T. Murray et al. Journal of Critical Care, 2021. Cites: paper

MIMO: Mutual Integration of Patient Journey and Medical Ontology for Healthcare Representation Learning.
Xueping Peng, Guodong Long, Tao Shen et al. arXiv (Cornell University), 2021. Cites: paper

MSIPA: Multi-Scale Interval Pattern-Aware Network for ICU Transfer Prediction
Wu Lee, Yuliang Shi, Hongfeng Sun et al. ACM Transactions on Knowledge Discovery from Data, 2021. Cites: paper

Clinical Relation Extraction Using Transformer-based Models
Xi Yang, Zehao Yu, Yi Guo et al. arXiv (Cornell University), 2021. Cites: paper

Effect of early hyperoxemia on mortality in mechanically ventilated septic shock patients according to Sepsis-3 criteria: analysis of the MIMIC-III database
Benjamin Popoff, Emmanuel Besnier, B. Dureuil et al. European Journal of Emergency Medicine, 2021. Cites: paper

Text Data Augmentation for Deep Learning
Connor Shorten, Taghi M. Khoshgoftaar, Borko Furht. Journal Of Big Data, 2021. Cites: paper

Deep Thompson Sampling for Length of Stay Prediction
Anísio Mendes Lacerda, Gisele Lobo Pappa. International Joint Conference on Neural Networks (IJCNN), 2021. Cites: paper

Trees with Attention for Set Prediction Tasks
Roy Hirsch, Ran Gilad-Bachrach. International Conference on Machine Learning, 2021. Cites: paper

Universal Transformer Hawkes process
Lu-ning Zhang, Jian–wei Liu, Zhi-yan Song et al. International Joint Conference on Neural Networks (IJCNN), 2021. Cites: paper

BEDS-Bench: Behavior of EHR-models under Distributional Shift--A Benchmark
Anand Avati, Martin G. Seneviratne, Emily Xue et al. arXiv (Cornell University), 2021. Cites: paper

Dynamic prediction of late noninvasive ventilation failure in intensive care unit using a time adaptive machine model
Xue Feng, Su Pan, Molei Yan et al. Computer Methods and Programs in Biomedicine, 2021. Cites: paper

MultiBench: Multiscale Benchmarks for Multimodal Representation Learning
Paul Pu Liang, Yiwei Lyu, Xiang Fan et al. PubMed, 2021. Cites: paper

The effect of ventilator-associated pneumonia on the prognosis of intensive care unit patients within 90 days and 180 days
Wenjuan Luo, Rui Si Xing, Canmin Wang. BMC Infectious Diseases, 2021. Cites: paper

Impact of sex on use of low tidal volume ventilation in invasively ventilated ICU patients—A mediation analysis using two observational cohorts
Pien Swart, Rodrigo Octávio Deliberato, Alistair E. W. Johnson et al. PLoS ONE, 2021. Cites: paper

Development of a generalizable natural language processing pipeline to extract physician-reported pain from clinical reports: Generated using publicly-available datasets and tested on institutional clinical reports for cancer patients with bone metastases
Hossein Naseri, Kamran Kafi, Sonia Skamene et al. Journal of Biomedical Informatics, 2021. Cites: paper

Differentially Private Synthetic Mixed-Type Data Generation For Unsupervised Learning
Uthaipon Tao Tantipongpipat, Chris Waites, Digvijay Boob et al. International Conference on Information, Intelligence, Systems & Applications (IISA), 2021. Cites: paper

Quantifying Explainability in NLP and Analyzing Algorithms for Performance-Explainability Tradeoff
Mitchell Naylor, Christi French, Samantha Terker et al. arXiv (Cornell University), 2021. Cites: paper

Medical Triage Chatbot Diagnosis Improvement via Multi-relational Hyperbolic Graph Neural Network
Zheng Liu, Xiaohan Li, Zeyu You et al. International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2021. Cites: paper

Delaying initiation of diuretics in critically ill patients with recent vasopressor use and high positive fluid balance
Zachary Shahn, Li-wei H. Lehman, Roger G. Mark et al. British Journal of Anaesthesia, 2021. Cites: paper

Early Albumin Exposure After Cardiac Surgery
Christopher Thang, Prashanti Marella, Aashish Kumar et al. Journal of Cardiothoracic and Vascular Anesthesia, 2021. Cites: paper

Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
Byung‐Hak Kim, Varun Ganapathi. arXiv (Cornell University), 2021. Cites: paper

NLP-driven extraction of clinical insights from unstructured EHR data
Veerendra Nath Jasthi. International Journal on Science and Technology, 2021. Cites: paper

Offline reinforcement learning with uncertainty for treatment strategies in sepsis
Ran Liu, Joseph L. Greenstein, James C. Fackler et al. arXiv (Cornell University), 2021. Cites: paper

The Relationship Between AKI in Patients With STEMI and Short-Term Mortality: A Propensity Score Matching Analysis
Zhongyuan Meng, Yaxin Zhao, Xifeng Zheng et al. Angiology, 2021. Cites: paper

MedGPT: Medical Concept Prediction from Clinical Narratives
Željko Kraljević, Anthony Shek, Daniel M. Bean et al. arXiv (Cornell University), 2021. Cites: paper

Imputation-Free Learning from Incomplete Observations.
Qitong Gao, Dong Wang, Joshua Amason et al. arXiv (Cornell University), 2021. Cites: paper

Prediction of blood lactate values in critically ill patients: a retrospective multi-center cohort study
Mamandipoor, Behrooz, Wesley Lok Kin Yeung, Agha-Mir-Salim, Louis et al. White Rose Research Online (University of Leeds, The University of Sheffield, University of York), 2021. Cites: paper

Prediction of blood lactate values in critically ill patients: a retrospective multi-center cohort study
Behrooz Mamandipoor, Wesley Lok Kin Yeung, Louis Agha-Mir-Salim et al. Journal of Clinical Monitoring and Computing, 2021. Cites: paper

Towards Scheduling Federated Deep Learning using Meta-Gradients for Inter-Hospital Learning
Rasheed El-Bouri, Tingting Zhu, David Andrew Clifton. arXiv (Cornell University), 2021. Cites: paper

Memory and attention in deep learning
Hung Lê. arXiv (Cornell University), 2021. Cites: paper

Where is the Grass Greener? Revisiting Generalized Policy Iteration for Offline Reinforcement Learning.
Lionel Blondé, Alexandros Kalousis. arXiv (Cornell University), 2021. Cites: paper

Database-Less Extraction of Event Logs from Redo Logs
Dorina Bano, Tom Lichtenstein, Finn Klessascheck et al. Business Information Systems, 2021. Cites: paper

Effect of language interpretation modality on throughput and mortality for critical care patients: A retrospective observational study
Siobhan Rigby Oca, Angelo Navas, Erin R. Leiman et al. Journal of the American College of Emergency Physicians Open, 2021. Cites: paper

ImputEHR: A Visualization Tool of Imputation for the Prediction of Biomedical Data
Yi‐Hui Zhou, Ehsan Saghapour. Frontiers in Genetics, 2021. Cites: paper

An exploratory data quality analysis of time series physiologic signals using a large-scale intensive care unit database
Ali S Afshar, Yijun Li, Zixu Chen et al. JAMIA Open, 2021. Cites: paper

A self-supervised method for treatment recommendation in sepsis
Sihan Zhu, Jian Pu. Frontiers of Information Technology & Electronic Engineering, 2021. Cites: paper

A simple electronic medical record system designed for research
Andrew J. King, Luca Calzoni, Mohammadamin Tajgardoon et al. JAMIA Open, 2021. Cites: paper

Association between low-density lipoprotein cholesterol level and mortality in patients with cardiogenic shock: a retrospective cohort study
Jiali Jin, Zhewei Shi, Xiaomin Pang. BMJ Open, 2021. Cites: paper

Early prediction of diagnostic-related groups and estimation of hospital cost by processing clinical notes
Jinghui Liu, Daniel Capurro N, Anthony N Nguyen et al. npj Digital Medicine, 2021. Cites: paper

Improving natural language information extraction from cancer pathology reports using transfer learning and zero-shot string similarity
Briton Park, Nicholas Altieri, John DeNero et al. JAMIA Open, 2021. Cites: paper

Machine learning for modeling the progression of Alzheimer disease dementia using clinical data: a systematic literature review
Sayantan Kumar, Inez Y. Oh, Suzanne E. Schindler et al. JAMIA Open, 2021. Cites: paper

Machine Learning Prediction Models for Mechanically Ventilated Patients: Analyses of the MIMIC-III Database
Yibing Zhu, Jin Zhang, Guowei Wang et al. Frontiers in Medicine, 2021. Cites: paper

Medical code prediction via capsule networks and ICD knowledge
Weidong Bao, Hongfei Lin, Yijia Zhang et al. BMC Medical Informatics and Decision Making, 2021. Cites: paper

Multi-relational EHR representation learning with infusing information of Diagnosis and Medication
Yu Shi, Yuhang Guo, Hao Wu et al. IEEE Annual International Computer Software and Applications Conference (COMPSAC), 2021. Cites: paper

Postoperative Neutrophil-to-Lymphocyte Ratio Is Associated with Mortality in Adult Patients After Cardiopulmonary Bypass Surgery: A Cohort Study
Yanhong Zhu, Wenyong Peng, Shuai Zhen et al. Medical Science Monitor, 2021. Cites: paper

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